Adaptive strategies for the deployment of rapid diagnostic tests for COVID-19: a modelling study

Lucia Cilloni, E. Kendall, D. Dowdy, N. Arinaminpathy
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Abstract

Background: Lateral flow assays (LFAs) for the rapid detection of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) provide an affordable, rapid and decentralised means for diagnosing coronavirus disease 2019 (COVID-19). Concentrating on urban areas in low- and middle-income countries, we examined whether ‘dynamic’ screening algorithms, that adjust the use of confirmatory polymerase chain reaction (PCR) testing based on epidemiological conditions, could reduce cost without substantially reducing the impact of testing. Methods: Concentrating on a hypothetical ‘second wave’ of COVID-19 in India, we modelled the potential impact of testing 0.5% of the population per day at random with LFA, regardless of symptom status. We considered dynamic testing strategies where LFA positive cases are only confirmed with PCR when LFA positivity rates are below a given threshold (relative to the peak positive rate at the height of the epidemic wave), compared to confirming either all positive LFA results or confirming no results. Benefit was estimated based on cumulative incidence of infection, and resource requirements, based on the cumulative number of PCR tests used and the cumulative number of unnecessary isolations. Results: A dynamic strategy of discontinuing PCR confirmation when LFA positivity exceeded 50% of the peak positivity rate in an unmitigated epidemic would achieve comparable impact to one employing PCR confirmation throughout (9.2% of cumulative cases averted vs 9.8%), while requiring 35% as many PCR tests. However, the dynamic testing strategy would increase the number of false-positive test results substantially, from 0.07% of the population to 1.1%. Conclusions: Dynamic diagnostic strategies that adjust to epidemic conditions could help maximise the impact of testing at a given cost. Generally, dynamic strategies reduce the number of confirmatory PCR tests needed, but increase the number of unnecessary isolations. Optimal strategies will depend on whether greater priority is placed on limiting confirmatory testing or false-positive diagnoses.
部署COVID-19快速诊断检测的适应性策略:一项模型研究
背景:用于快速检测严重急性呼吸综合征冠状病毒2(SARS-CoV-2)的侧流分析(LFA)为诊断2019冠状病毒病(新冠肺炎)提供了一种负担得起、快速和分散的手段。我们以中低收入国家的城市地区为重点,研究了“动态”筛查算法是否可以在不大幅降低检测影响的情况下降低成本,该算法根据流行病学条件调整确认聚合酶链式反应(PCR)检测的使用。方法:集中于假设的印度新冠肺炎“第二波”,我们模拟了每天用LFA随机检测0.5%人口的潜在影响,而不考虑症状状态。我们考虑了动态检测策略,即只有当LFA阳性率低于给定阈值(相对于疫情高峰时的峰值阳性率)时,才能通过PCR确认LFA阳性病例,而不是确认所有阳性LFA结果或确认无结果。根据累计感染率和资源需求,根据使用的PCR检测的累计次数和不必要隔离的累计次数,估计效益。结果:当LFA阳性率超过未缓解疫情中峰值阳性率的50%时,停止PCR确认的动态策略将产生与全程使用PCR确认的策略相当的影响(避免了9.2%的累计病例,而避免了9.8%),同时需要35%的PCR检测。然而,动态检测策略将大大增加假阳性检测结果的数量,从人口的0.07%增加到1.1%。结论:适应疫情条件的动态诊断策略可以帮助在给定成本下最大限度地提高检测的影响。一般来说,动态策略减少了所需的确认性PCR检测的数量,但增加了不必要的隔离数量。最佳策略将取决于是否更优先考虑限制验证性检测或假阳性诊断。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Gates Open Research
Gates Open Research Immunology and Microbiology-Immunology and Microbiology (miscellaneous)
CiteScore
3.60
自引率
0.00%
发文量
90
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